Upload gpu_monitoring.py with huggingface_hub
Browse files- gpu_monitoring.py +600 -0
gpu_monitoring.py
ADDED
|
@@ -0,0 +1,600 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/usr/bin/env python3
|
| 2 |
+
"""
|
| 3 |
+
GPU Detection and Monitoring Module
|
| 4 |
+
|
| 5 |
+
Handles GPU detection, hardware monitoring, and data collection for AMD GPUs.
|
| 6 |
+
Supports multiple GPU models and provides a unified interface for monitoring.
|
| 7 |
+
"""
|
| 8 |
+
|
| 9 |
+
import os
|
| 10 |
+
import glob
|
| 11 |
+
import time
|
| 12 |
+
import logging
|
| 13 |
+
import json
|
| 14 |
+
import sqlite3
|
| 15 |
+
from typing import Dict, List, Optional, Tuple, Any
|
| 16 |
+
from dataclasses import dataclass, asdict
|
| 17 |
+
from pathlib import Path
|
| 18 |
+
|
| 19 |
+
logger = logging.getLogger(__name__)
|
| 20 |
+
|
| 21 |
+
|
| 22 |
+
@dataclass
|
| 23 |
+
class GPUInfo:
|
| 24 |
+
"""GPU information data structure."""
|
| 25 |
+
name: str
|
| 26 |
+
vendor: str
|
| 27 |
+
device_id: str
|
| 28 |
+
bus_id: str
|
| 29 |
+
hwmon_path: str
|
| 30 |
+
temp_sensor: str
|
| 31 |
+
fan_control: str
|
| 32 |
+
power_sensor: str
|
| 33 |
+
memory_total: int = 0
|
| 34 |
+
memory_used: int = 0
|
| 35 |
+
|
| 36 |
+
|
| 37 |
+
@dataclass
|
| 38 |
+
class GPUStatus:
|
| 39 |
+
"""Current GPU status data structure."""
|
| 40 |
+
timestamp: float
|
| 41 |
+
temperature: float
|
| 42 |
+
load: float
|
| 43 |
+
fan_speed: int
|
| 44 |
+
fan_pwm: int
|
| 45 |
+
power_draw: float
|
| 46 |
+
memory_used: int
|
| 47 |
+
memory_total: int
|
| 48 |
+
core_clock: int
|
| 49 |
+
memory_clock: int
|
| 50 |
+
voltage: float = 0.0
|
| 51 |
+
efficiency: float = 0.0
|
| 52 |
+
|
| 53 |
+
|
| 54 |
+
class GPUHardwareDetector:
|
| 55 |
+
"""Detects and identifies GPU hardware."""
|
| 56 |
+
|
| 57 |
+
def __init__(self):
|
| 58 |
+
self.gpus = []
|
| 59 |
+
self.detected_gpus = []
|
| 60 |
+
|
| 61 |
+
def detect_amd_gpus(self) -> List[GPUInfo]:
|
| 62 |
+
"""Detect AMD GPUs in the system."""
|
| 63 |
+
logger.info("Detecting AMD GPUs...")
|
| 64 |
+
|
| 65 |
+
gpus = []
|
| 66 |
+
|
| 67 |
+
# Look for AMD GPUs in sysfs
|
| 68 |
+
for card_path in glob.glob("/sys/class/drm/card*"):
|
| 69 |
+
try:
|
| 70 |
+
# Check if this is an AMD GPU
|
| 71 |
+
device_path = os.path.join(card_path, "device")
|
| 72 |
+
vendor_file = os.path.join(device_path, "vendor")
|
| 73 |
+
|
| 74 |
+
if not os.path.exists(vendor_file):
|
| 75 |
+
continue
|
| 76 |
+
|
| 77 |
+
with open(vendor_file, 'r') as f:
|
| 78 |
+
vendor_id = f.read().strip()
|
| 79 |
+
|
| 80 |
+
if vendor_id != "0x1002": # AMD vendor ID
|
| 81 |
+
continue
|
| 82 |
+
|
| 83 |
+
# Get device information
|
| 84 |
+
device_id_file = os.path.join(device_path, "device")
|
| 85 |
+
with open(device_id_file, 'r') as f:
|
| 86 |
+
device_id = f.read().strip()
|
| 87 |
+
|
| 88 |
+
# Get GPU name
|
| 89 |
+
gpu_name = self._get_gpu_name(device_id)
|
| 90 |
+
|
| 91 |
+
# Find hwmon path
|
| 92 |
+
hwmon_path = self._find_hwmon_path(device_path)
|
| 93 |
+
|
| 94 |
+
if hwmon_path:
|
| 95 |
+
gpu_info = GPUInfo(
|
| 96 |
+
name=gpu_name,
|
| 97 |
+
vendor="AMD",
|
| 98 |
+
device_id=device_id,
|
| 99 |
+
bus_id=os.path.basename(card_path),
|
| 100 |
+
hwmon_path=hwmon_path,
|
| 101 |
+
temp_sensor=os.path.join(hwmon_path, "temp1_input"),
|
| 102 |
+
fan_control=os.path.join(hwmon_path, "pwm1"),
|
| 103 |
+
power_sensor=os.path.join(hwmon_path, "power1_input")
|
| 104 |
+
)
|
| 105 |
+
gpus.append(gpu_info)
|
| 106 |
+
logger.info(f"Found AMD GPU: {gpu_name} ({device_id})")
|
| 107 |
+
|
| 108 |
+
except Exception as e:
|
| 109 |
+
logger.warning(f"Error detecting GPU at {card_path}: {e}")
|
| 110 |
+
continue
|
| 111 |
+
|
| 112 |
+
self.detected_gpus = gpus
|
| 113 |
+
return gpus
|
| 114 |
+
|
| 115 |
+
def _get_gpu_name(self, device_id: str) -> str:
|
| 116 |
+
"""Get human-readable GPU name from device ID."""
|
| 117 |
+
gpu_names = {
|
| 118 |
+
"0x73bf": "Radeon Pro VII",
|
| 119 |
+
"0x73ff": "Radeon Pro VII",
|
| 120 |
+
"0x7310": "Radeon Pro VII",
|
| 121 |
+
"0x7340": "Radeon Pro VII",
|
| 122 |
+
"0x73a0": "Radeon Pro VII",
|
| 123 |
+
"0x73b0": "Radeon Pro VII",
|
| 124 |
+
"0x73c0": "Radeon Pro VII",
|
| 125 |
+
"0x73d0": "Radeon Pro VII",
|
| 126 |
+
"0x73e0": "Radeon Pro VII",
|
| 127 |
+
"0x73f0": "Radeon Pro VII",
|
| 128 |
+
# Add more GPU mappings as needed
|
| 129 |
+
}
|
| 130 |
+
|
| 131 |
+
return gpu_names.get(device_id, f"AMD GPU {device_id}")
|
| 132 |
+
|
| 133 |
+
def _find_hwmon_path(self, device_path: str) -> Optional[str]:
|
| 134 |
+
"""Find the hwmon path for a GPU device."""
|
| 135 |
+
hwmon_base = os.path.join(device_path, "hwmon")
|
| 136 |
+
|
| 137 |
+
if not os.path.exists(hwmon_base):
|
| 138 |
+
return None
|
| 139 |
+
|
| 140 |
+
try:
|
| 141 |
+
hwmons = os.listdir(hwmon_base)
|
| 142 |
+
if hwmons:
|
| 143 |
+
return os.path.join(hwmon_base, hwmons[0])
|
| 144 |
+
except Exception as e:
|
| 145 |
+
logger.warning(f"Error finding hwmon for {device_path}: {e}")
|
| 146 |
+
|
| 147 |
+
return None
|
| 148 |
+
|
| 149 |
+
|
| 150 |
+
class GPUDataCollector:
|
| 151 |
+
"""Collects GPU monitoring data."""
|
| 152 |
+
|
| 153 |
+
def __init__(self, gpu_info: GPUInfo):
|
| 154 |
+
self.gpu_info = gpu_info
|
| 155 |
+
self.last_status = None
|
| 156 |
+
|
| 157 |
+
def read_temperature(self) -> Optional[float]:
|
| 158 |
+
"""Read GPU temperature in Celsius."""
|
| 159 |
+
try:
|
| 160 |
+
if os.path.exists(self.gpu_info.temp_sensor):
|
| 161 |
+
with open(self.gpu_info.temp_sensor, 'r') as f:
|
| 162 |
+
temp_millic = int(f.read().strip())
|
| 163 |
+
return temp_millic / 1000.0
|
| 164 |
+
except Exception as e:
|
| 165 |
+
logger.debug(f"Error reading temperature: {e}")
|
| 166 |
+
return None
|
| 167 |
+
|
| 168 |
+
def read_fan_speed(self) -> Optional[int]:
|
| 169 |
+
"""Read fan speed in RPM."""
|
| 170 |
+
fan_speed_file = self.gpu_info.fan_control.replace("pwm1", "fan1_input")
|
| 171 |
+
try:
|
| 172 |
+
if os.path.exists(fan_speed_file):
|
| 173 |
+
with open(fan_speed_file, 'r') as f:
|
| 174 |
+
return int(f.read().strip())
|
| 175 |
+
except Exception as e:
|
| 176 |
+
logger.debug(f"Error reading fan speed: {e}")
|
| 177 |
+
return None
|
| 178 |
+
|
| 179 |
+
def read_fan_pwm(self) -> Optional[int]:
|
| 180 |
+
"""Read fan PWM value (0-255)."""
|
| 181 |
+
try:
|
| 182 |
+
if os.path.exists(self.gpu_info.fan_control):
|
| 183 |
+
with open(self.gpu_info.fan_control, 'r') as f:
|
| 184 |
+
return int(f.read().strip())
|
| 185 |
+
except Exception as e:
|
| 186 |
+
logger.debug(f"Error reading fan PWM: {e}")
|
| 187 |
+
return None
|
| 188 |
+
|
| 189 |
+
def read_power_draw(self) -> Optional[float]:
|
| 190 |
+
"""Read power draw in watts."""
|
| 191 |
+
try:
|
| 192 |
+
if os.path.exists(self.gpu_info.power_sensor):
|
| 193 |
+
with open(self.gpu_info.power_sensor, 'r') as f:
|
| 194 |
+
power_microw = int(f.read().strip())
|
| 195 |
+
return power_microw / 1000000.0
|
| 196 |
+
except Exception as e:
|
| 197 |
+
logger.debug(f"Error reading power: {e}")
|
| 198 |
+
return None
|
| 199 |
+
|
| 200 |
+
def read_memory_info(self) -> Tuple[Optional[int], Optional[int]]:
|
| 201 |
+
"""Read VRAM usage in MB."""
|
| 202 |
+
try:
|
| 203 |
+
device_path = os.path.dirname(os.path.dirname(self.gpu_info.hwmon_path))
|
| 204 |
+
vram_used_file = os.path.join(device_path, "mem_info_vram_used")
|
| 205 |
+
vram_total_file = os.path.join(device_path, "mem_info_vram_total")
|
| 206 |
+
|
| 207 |
+
if os.path.exists(vram_used_file) and os.path.exists(vram_total_file):
|
| 208 |
+
with open(vram_used_file, 'r') as f:
|
| 209 |
+
used = int(f.read().strip()) // (1024 * 1024)
|
| 210 |
+
with open(vram_total_file, 'r') as f:
|
| 211 |
+
total = int(f.read().strip()) // (1024 * 1024)
|
| 212 |
+
return used, total
|
| 213 |
+
except Exception as e:
|
| 214 |
+
logger.debug(f"Error reading memory info: {e}")
|
| 215 |
+
return None, None
|
| 216 |
+
|
| 217 |
+
def read_gpu_load(self) -> Optional[float]:
|
| 218 |
+
"""Read GPU load percentage."""
|
| 219 |
+
try:
|
| 220 |
+
device_path = os.path.dirname(os.path.dirname(self.gpu_info.hwmon_path))
|
| 221 |
+
load_file = os.path.join(device_path, "gpu_busy_percent")
|
| 222 |
+
|
| 223 |
+
if os.path.exists(load_file):
|
| 224 |
+
with open(load_file, 'r') as f:
|
| 225 |
+
return float(f.read().strip())
|
| 226 |
+
except Exception as e:
|
| 227 |
+
logger.debug(f"Error reading GPU load: {e}")
|
| 228 |
+
return None
|
| 229 |
+
|
| 230 |
+
def read_clocks(self) -> Tuple[Optional[int], Optional[int]]:
|
| 231 |
+
"""Read core and memory clocks in MHz."""
|
| 232 |
+
try:
|
| 233 |
+
device_path = os.path.dirname(os.path.dirname(self.gpu_info.hwmon_path))
|
| 234 |
+
sclk_file = os.path.join(device_path, "pp_dpm_sclk")
|
| 235 |
+
mclk_file = os.path.join(device_path, "pp_dpm_mclk")
|
| 236 |
+
|
| 237 |
+
core_clock = self._parse_clock_file(sclk_file)
|
| 238 |
+
memory_clock = self._parse_clock_file(mclk_file)
|
| 239 |
+
|
| 240 |
+
return core_clock, memory_clock
|
| 241 |
+
except Exception as e:
|
| 242 |
+
logger.debug(f"Error reading clocks: {e}")
|
| 243 |
+
return None, None
|
| 244 |
+
|
| 245 |
+
def _parse_clock_file(self, clock_file: str) -> Optional[int]:
|
| 246 |
+
"""Parse clock file to extract current clock speed."""
|
| 247 |
+
try:
|
| 248 |
+
if os.path.exists(clock_file):
|
| 249 |
+
with open(clock_file, 'r') as f:
|
| 250 |
+
for line in f:
|
| 251 |
+
if '*' in line: # Active clock
|
| 252 |
+
parts = line.strip().split(':')
|
| 253 |
+
if len(parts) >= 2:
|
| 254 |
+
clock_str = parts[1].strip().split()[0]
|
| 255 |
+
return int(clock_str.replace('Mhz', ''))
|
| 256 |
+
except Exception as e:
|
| 257 |
+
logger.debug(f"Error parsing clock file {clock_file}: {e}")
|
| 258 |
+
return None
|
| 259 |
+
|
| 260 |
+
def collect_status(self) -> Optional[GPUStatus]:
|
| 261 |
+
"""Collect all GPU status information."""
|
| 262 |
+
try:
|
| 263 |
+
# Read all sensors
|
| 264 |
+
temp = self.read_temperature()
|
| 265 |
+
fan_speed = self.read_fan_speed()
|
| 266 |
+
fan_pwm = self.read_fan_pwm()
|
| 267 |
+
power = self.read_power_draw()
|
| 268 |
+
mem_used, mem_total = self.read_memory_info()
|
| 269 |
+
load = self.read_gpu_load()
|
| 270 |
+
core_clock, mem_clock = self.read_clocks()
|
| 271 |
+
|
| 272 |
+
# Calculate efficiency if we have power and load data
|
| 273 |
+
efficiency = 0.0
|
| 274 |
+
if power and load and power > 0:
|
| 275 |
+
efficiency = load / power
|
| 276 |
+
|
| 277 |
+
status = GPUStatus(
|
| 278 |
+
timestamp=time.time(),
|
| 279 |
+
temperature=temp or 0.0,
|
| 280 |
+
load=load or 0.0,
|
| 281 |
+
fan_speed=fan_speed or 0,
|
| 282 |
+
fan_pwm=fan_pwm or 0,
|
| 283 |
+
power_draw=power or 0.0,
|
| 284 |
+
memory_used=mem_used or 0,
|
| 285 |
+
memory_total=mem_total or 0,
|
| 286 |
+
core_clock=core_clock or 0,
|
| 287 |
+
memory_clock=mem_clock or 0,
|
| 288 |
+
voltage=0.0, # Not implemented yet
|
| 289 |
+
efficiency=efficiency
|
| 290 |
+
)
|
| 291 |
+
|
| 292 |
+
self.last_status = status
|
| 293 |
+
return status
|
| 294 |
+
|
| 295 |
+
except Exception as e:
|
| 296 |
+
logger.error(f"Error collecting GPU status: {e}")
|
| 297 |
+
return None
|
| 298 |
+
|
| 299 |
+
|
| 300 |
+
class GPUDataManager:
|
| 301 |
+
"""Manages GPU data storage and retrieval."""
|
| 302 |
+
|
| 303 |
+
def __init__(self, db_path: str = "gpu_monitoring.db"):
|
| 304 |
+
self.db_path = db_path
|
| 305 |
+
self.init_database()
|
| 306 |
+
|
| 307 |
+
def init_database(self):
|
| 308 |
+
"""Initialize the SQLite database."""
|
| 309 |
+
try:
|
| 310 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 311 |
+
cursor = conn.cursor()
|
| 312 |
+
|
| 313 |
+
# Create tables
|
| 314 |
+
cursor.execute('''
|
| 315 |
+
CREATE TABLE IF NOT EXISTS gpu_status (
|
| 316 |
+
id INTEGER PRIMARY KEY AUTOINCREMENT,
|
| 317 |
+
timestamp REAL,
|
| 318 |
+
gpu_name TEXT,
|
| 319 |
+
temperature REAL,
|
| 320 |
+
load REAL,
|
| 321 |
+
fan_speed INTEGER,
|
| 322 |
+
fan_pwm INTEGER,
|
| 323 |
+
power_draw REAL,
|
| 324 |
+
memory_used INTEGER,
|
| 325 |
+
memory_total INTEGER,
|
| 326 |
+
core_clock INTEGER,
|
| 327 |
+
memory_clock INTEGER,
|
| 328 |
+
voltage REAL,
|
| 329 |
+
efficiency REAL
|
| 330 |
+
)
|
| 331 |
+
''')
|
| 332 |
+
|
| 333 |
+
cursor.execute('''
|
| 334 |
+
CREATE TABLE IF NOT EXISTS gpu_info (
|
| 335 |
+
id INTEGER PRIMARY KEY AUTOINCREMENT,
|
| 336 |
+
gpu_name TEXT UNIQUE,
|
| 337 |
+
vendor TEXT,
|
| 338 |
+
device_id TEXT,
|
| 339 |
+
bus_id TEXT,
|
| 340 |
+
hwmon_path TEXT,
|
| 341 |
+
detected_at REAL
|
| 342 |
+
)
|
| 343 |
+
''')
|
| 344 |
+
|
| 345 |
+
cursor.execute('''
|
| 346 |
+
CREATE TABLE IF NOT EXISTS alerts (
|
| 347 |
+
id INTEGER PRIMARY KEY AUTOINCREMENT,
|
| 348 |
+
timestamp REAL,
|
| 349 |
+
gpu_name TEXT,
|
| 350 |
+
alert_type TEXT,
|
| 351 |
+
message TEXT,
|
| 352 |
+
value REAL,
|
| 353 |
+
threshold REAL
|
| 354 |
+
)
|
| 355 |
+
''')
|
| 356 |
+
|
| 357 |
+
conn.commit()
|
| 358 |
+
logger.info("Database initialized successfully")
|
| 359 |
+
|
| 360 |
+
except Exception as e:
|
| 361 |
+
logger.error(f"Error initializing database: {e}")
|
| 362 |
+
|
| 363 |
+
def save_gpu_info(self, gpu_info: GPUInfo):
|
| 364 |
+
"""Save GPU information to database."""
|
| 365 |
+
try:
|
| 366 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 367 |
+
cursor = conn.cursor()
|
| 368 |
+
|
| 369 |
+
cursor.execute('''
|
| 370 |
+
INSERT OR REPLACE INTO gpu_info
|
| 371 |
+
(gpu_name, vendor, device_id, bus_id, hwmon_path, detected_at)
|
| 372 |
+
VALUES (?, ?, ?, ?, ?, ?)
|
| 373 |
+
''', (gpu_info.name, gpu_info.vendor, gpu_info.device_id,
|
| 374 |
+
gpu_info.bus_id, gpu_info.hwmon_path, time.time()))
|
| 375 |
+
|
| 376 |
+
conn.commit()
|
| 377 |
+
logger.debug(f"Saved GPU info: {gpu_info.name}")
|
| 378 |
+
|
| 379 |
+
except Exception as e:
|
| 380 |
+
logger.error(f"Error saving GPU info: {e}")
|
| 381 |
+
|
| 382 |
+
def save_status(self, gpu_name: str, status: GPUStatus):
|
| 383 |
+
"""Save GPU status to database."""
|
| 384 |
+
try:
|
| 385 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 386 |
+
cursor = conn.cursor()
|
| 387 |
+
|
| 388 |
+
cursor.execute('''
|
| 389 |
+
INSERT INTO gpu_status
|
| 390 |
+
(timestamp, gpu_name, temperature, load, fan_speed, fan_pwm,
|
| 391 |
+
power_draw, memory_used, memory_total, core_clock, memory_clock,
|
| 392 |
+
voltage, efficiency)
|
| 393 |
+
VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?)
|
| 394 |
+
''', (status.timestamp, gpu_name, status.temperature, status.load,
|
| 395 |
+
status.fan_speed, status.fan_pwm, status.power_draw,
|
| 396 |
+
status.memory_used, status.memory_total, status.core_clock,
|
| 397 |
+
status.memory_clock, status.voltage, status.efficiency))
|
| 398 |
+
|
| 399 |
+
conn.commit()
|
| 400 |
+
|
| 401 |
+
except Exception as e:
|
| 402 |
+
logger.error(f"Error saving status: {e}")
|
| 403 |
+
|
| 404 |
+
def get_recent_status(self, gpu_name: str, limit: int = 100) -> List[Dict[str, Any]]:
|
| 405 |
+
"""Get recent status entries for a GPU."""
|
| 406 |
+
try:
|
| 407 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 408 |
+
cursor = conn.cursor()
|
| 409 |
+
|
| 410 |
+
cursor.execute('''
|
| 411 |
+
SELECT timestamp, temperature, load, fan_speed, fan_pwm,
|
| 412 |
+
power_draw, memory_used, memory_total, core_clock,
|
| 413 |
+
memory_clock, voltage, efficiency
|
| 414 |
+
FROM gpu_status
|
| 415 |
+
WHERE gpu_name = ?
|
| 416 |
+
ORDER BY timestamp DESC
|
| 417 |
+
LIMIT ?
|
| 418 |
+
''', (gpu_name, limit))
|
| 419 |
+
|
| 420 |
+
rows = cursor.fetchall()
|
| 421 |
+
|
| 422 |
+
# Convert to list of dictionaries
|
| 423 |
+
columns = ['timestamp', 'temperature', 'load', 'fan_speed', 'fan_pwm',
|
| 424 |
+
'power_draw', 'memory_used', 'memory_total', 'core_clock',
|
| 425 |
+
'memory_clock', 'voltage', 'efficiency']
|
| 426 |
+
|
| 427 |
+
return [dict(zip(columns, row)) for row in rows]
|
| 428 |
+
|
| 429 |
+
except Exception as e:
|
| 430 |
+
logger.error(f"Error getting recent status: {e}")
|
| 431 |
+
return []
|
| 432 |
+
|
| 433 |
+
def get_gpu_info(self, gpu_name: Optional[str] = None) -> List[Dict[str, Any]]:
|
| 434 |
+
"""Get GPU information from database."""
|
| 435 |
+
try:
|
| 436 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 437 |
+
cursor = conn.cursor()
|
| 438 |
+
|
| 439 |
+
if gpu_name:
|
| 440 |
+
cursor.execute('SELECT * FROM gpu_info WHERE gpu_name = ?', (gpu_name,))
|
| 441 |
+
else:
|
| 442 |
+
cursor.execute('SELECT * FROM gpu_info')
|
| 443 |
+
|
| 444 |
+
rows = cursor.fetchall()
|
| 445 |
+
|
| 446 |
+
if not rows:
|
| 447 |
+
return []
|
| 448 |
+
|
| 449 |
+
columns = [desc[0] for desc in cursor.description]
|
| 450 |
+
return [dict(zip(columns, row)) for row in rows]
|
| 451 |
+
|
| 452 |
+
except Exception as e:
|
| 453 |
+
logger.error(f"Error getting GPU info: {e}")
|
| 454 |
+
return []
|
| 455 |
+
|
| 456 |
+
def cleanup_old_data(self, days: int = 7):
|
| 457 |
+
"""Remove data older than specified days."""
|
| 458 |
+
try:
|
| 459 |
+
cutoff_time = time.time() - (days * 24 * 3600)
|
| 460 |
+
|
| 461 |
+
with sqlite3.connect(self.db_path) as conn:
|
| 462 |
+
cursor = conn.cursor()
|
| 463 |
+
|
| 464 |
+
cursor.execute('DELETE FROM gpu_status WHERE timestamp < ?', (cutoff_time,))
|
| 465 |
+
cursor.execute('DELETE FROM alerts WHERE timestamp < ?', (cutoff_time,))
|
| 466 |
+
|
| 467 |
+
conn.commit()
|
| 468 |
+
logger.info(f"Cleaned up data older than {days} days")
|
| 469 |
+
|
| 470 |
+
except Exception as e:
|
| 471 |
+
logger.error(f"Error cleaning up old data: {e}")
|
| 472 |
+
|
| 473 |
+
|
| 474 |
+
class GPUManager:
|
| 475 |
+
"""Main GPU management class."""
|
| 476 |
+
|
| 477 |
+
def __init__(self):
|
| 478 |
+
self.detector = GPUHardwareDetector()
|
| 479 |
+
self.data_manager = GPUDataManager()
|
| 480 |
+
self.collectors = {}
|
| 481 |
+
|
| 482 |
+
def initialize(self):
|
| 483 |
+
"""Initialize GPU detection and data collection."""
|
| 484 |
+
logger.info("Initializing GPU manager...")
|
| 485 |
+
|
| 486 |
+
# Detect GPUs
|
| 487 |
+
gpus = self.detector.detect_amd_gpus()
|
| 488 |
+
|
| 489 |
+
if not gpus:
|
| 490 |
+
logger.warning("No AMD GPUs detected")
|
| 491 |
+
return False
|
| 492 |
+
|
| 493 |
+
# Initialize collectors for each GPU
|
| 494 |
+
for gpu in gpus:
|
| 495 |
+
self.collectors[gpu.name] = GPUDataCollector(gpu)
|
| 496 |
+
self.data_manager.save_gpu_info(gpu)
|
| 497 |
+
logger.info(f"Initialized collector for {gpu.name}")
|
| 498 |
+
|
| 499 |
+
logger.info(f"Successfully initialized {len(gpus)} GPU(s)")
|
| 500 |
+
return True
|
| 501 |
+
|
| 502 |
+
def get_status(self, gpu_name: Optional[str] = None) -> Dict[str, Optional[GPUStatus]]:
|
| 503 |
+
"""Get current status for specified GPU or all GPUs."""
|
| 504 |
+
results = {}
|
| 505 |
+
|
| 506 |
+
if gpu_name:
|
| 507 |
+
if gpu_name in self.collectors:
|
| 508 |
+
status = self.collectors[gpu_name].collect_status()
|
| 509 |
+
results[gpu_name] = status
|
| 510 |
+
else:
|
| 511 |
+
results[gpu_name] = None
|
| 512 |
+
else:
|
| 513 |
+
for name, collector in self.collectors.items():
|
| 514 |
+
status = collector.collect_status()
|
| 515 |
+
results[name] = status
|
| 516 |
+
|
| 517 |
+
# Save to database
|
| 518 |
+
for name, status in results.items():
|
| 519 |
+
if status:
|
| 520 |
+
self.data_manager.save_status(name, status)
|
| 521 |
+
|
| 522 |
+
return results
|
| 523 |
+
|
| 524 |
+
def get_gpu_list(self) -> List[str]:
|
| 525 |
+
"""Get list of detected GPU names."""
|
| 526 |
+
return list(self.collectors.keys())
|
| 527 |
+
|
| 528 |
+
def get_gpu_info(self, gpu_name: Optional[str] = None) -> List[Dict[str, Any]]:
|
| 529 |
+
"""Get GPU information."""
|
| 530 |
+
return self.data_manager.get_gpu_info(gpu_name)
|
| 531 |
+
|
| 532 |
+
def get_historical_data(self, gpu_name: str, hours: int = 24) -> List[Dict[str, Any]]:
|
| 533 |
+
"""Get historical data for a GPU."""
|
| 534 |
+
cutoff_time = time.time() - (hours * 3600)
|
| 535 |
+
|
| 536 |
+
try:
|
| 537 |
+
with sqlite3.connect(self.data_manager.db_path) as conn:
|
| 538 |
+
cursor = conn.cursor()
|
| 539 |
+
|
| 540 |
+
cursor.execute('''
|
| 541 |
+
SELECT timestamp, temperature, load, fan_speed, fan_pwm,
|
| 542 |
+
power_draw, memory_used, memory_total, core_clock,
|
| 543 |
+
memory_clock, voltage, efficiency
|
| 544 |
+
FROM gpu_status
|
| 545 |
+
WHERE gpu_name = ? AND timestamp >= ?
|
| 546 |
+
ORDER BY timestamp ASC
|
| 547 |
+
''', (gpu_name, cutoff_time))
|
| 548 |
+
|
| 549 |
+
rows = cursor.fetchall()
|
| 550 |
+
|
| 551 |
+
if not rows:
|
| 552 |
+
return []
|
| 553 |
+
|
| 554 |
+
columns = ['timestamp', 'temperature', 'load', 'fan_speed', 'fan_pwm',
|
| 555 |
+
'power_draw', 'memory_used', 'memory_total', 'core_clock',
|
| 556 |
+
'memory_clock', 'voltage', 'efficiency']
|
| 557 |
+
|
| 558 |
+
return [dict(zip(columns, row)) for row in rows]
|
| 559 |
+
|
| 560 |
+
except Exception as e:
|
| 561 |
+
logger.error(f"Error getting historical data: {e}")
|
| 562 |
+
return []
|
| 563 |
+
|
| 564 |
+
|
| 565 |
+
# Example usage and testing
|
| 566 |
+
if __name__ == "__main__":
|
| 567 |
+
import sys
|
| 568 |
+
|
| 569 |
+
# Setup logging
|
| 570 |
+
logging.basicConfig(
|
| 571 |
+
level=logging.INFO,
|
| 572 |
+
format='%(asctime)s - %(name)s - %(levelname)s - %(message)s'
|
| 573 |
+
)
|
| 574 |
+
|
| 575 |
+
# Test GPU detection and monitoring
|
| 576 |
+
manager = GPUManager()
|
| 577 |
+
|
| 578 |
+
if manager.initialize():
|
| 579 |
+
print("GPU detection successful!")
|
| 580 |
+
|
| 581 |
+
# Get GPU list
|
| 582 |
+
gpus = manager.get_gpu_list()
|
| 583 |
+
print(f"Detected GPUs: {gpus}")
|
| 584 |
+
|
| 585 |
+
# Get current status
|
| 586 |
+
status = manager.get_status()
|
| 587 |
+
for gpu_name, gpu_status in status.items():
|
| 588 |
+
if gpu_status:
|
| 589 |
+
print(f"\n{gpu_name} Status:")
|
| 590 |
+
print(f" Temperature: {gpu_status.temperature}°C")
|
| 591 |
+
print(f" Load: {gpu_status.load}%")
|
| 592 |
+
print(f" Fan Speed: {gpu_status.fan_speed} RPM")
|
| 593 |
+
print(f" Fan PWM: {gpu_status.fan_pwm}")
|
| 594 |
+
print(f" Power: {gpu_status.power_draw}W")
|
| 595 |
+
print(f" Memory: {gpu_status.memory_used}/{gpu_status.memory_total} MB")
|
| 596 |
+
print(f" Core Clock: {gpu_status.core_clock} MHz")
|
| 597 |
+
print(f" Memory Clock: {gpu_status.memory_clock} MHz")
|
| 598 |
+
else:
|
| 599 |
+
print("GPU detection failed!")
|
| 600 |
+
sys.exit(1)
|